Your AI infra is bleeding money

upgrade infra · ai infrastructure optimization

2–5x Faster Responses
20–40% Cost Reduction
10x More Stable
Zero Fire-Fighting

we audit, optimize, and run your AI infrastructure. you ship features. we cut your cloud bill.

talk to our AI audit bot — 2 min free assessment →

We optimize infrastructure built on

AWS GCP OpenAI Pinecone n8n

Is your AI infrastructure production-ready?

Most AI products slow down, break, or burn money when usage increases.

Answer a few questions to estimate:

  • Latency reduction potential
  • Cloud cost savings
  • Scaling readiness
  • Engineering time recovered

Production benchmarks (AI systems)

Latency target:< 2 seconds
Cloud waste in typical stacks:20–60%
Engineering time lost to ops:30–50%
Stability improvement potential:2–5x

Check your AI infrastructure health

Architecture Components

Most AI systems operate far below optimal efficiency.

From chaos to production-grade

Faster. Cheaper. Stable. Scalable. In 30 days or less.

Before
Latency 8–15s
Cloud Spend Uncontrolled
Failure Rate 23%
Eng. Time on Ops 50% wasted
We audit We optimize We maintain
After
Latency < 2s
Cloud Spend −40%
Failure Rate 0.5%
Eng. Focus 100% product
2–5x Faster Responses
20–40% Cost Reduction
10x More Stable
Zero Fire-Fighting

Not consultants. Not SaaS. We're the ones who fix it.

Others hand you a slide deck. We get in, implement the changes, and deliver measurable results. Three phases. Start with an audit. Fix what's broken. Keep it healthy.

The Audit

Low risk · "Look, don't touch"

We review your cloud and AI stack and deliver a clear report: where you're burning money, where latency originates, and what's at risk.

  • Current vs optimized monthly cost
  • Idle instances, wrong tiers, duplicate API calls
  • Security and compliance gaps

Free for qualified teams

Get your audit →

The Guardian

Recurring · Peace of mind

We monitor cost and latency daily. We get paged, not you. Monthly optimization report and dependency updates. On-call for critical issues.

  • Daily cost & latency monitoring
  • Alerts and incident response
  • Ongoing optimizations

Monthly retainer

Lock in savings →

Who it's for

Teams losing money or users because of cost or latency — and ready to fix it.

Scaling AI Startups

Your cloud bill just crossed $10K/month and keeps climbing. We cut inference costs 30–50% with caching, self-hosted models, and smarter vector DB choices.

RAG & LLM Products

"Chat with your data" that's too slow or too expensive. We optimize vector search, embeddings, and streaming so answers feel instant and margins stay healthy.

Automation-Heavy Teams

Zapier or n8n Cloud costs spiraling out of control. We move you to self-hosted infrastructure — unlimited runs, one flat cost, full control.

Enterprise-Ready Products

Deals blocked by security and compliance requirements. We harden your infra: VPC, IAM, audit logs, SOC2 readiness — so you pass and close.

Zero-downtime guarantee

Production migrations with zero data loss. Your users never notice.

Money-back guarantee

If we don't save what we promised, you get a full refund.

We work while you ship

~2 hours of your time over 4 weeks. We handle the rest.

Who we are

Deep AI infrastructure expertise meets proven marketing and growth. We fix your stack and tell your story.

AI & Infrastructure

Akhil

IIT alumnus and AI expert with a patent in artificial intelligence. Co-founder of two AI startups with 2+ years building and optimizing AI systems in production. At Upgrade Infra, Akhil runs every audit and implementation — cloud cost optimization, model serving pipelines, migrations, and monitoring. He treats your infrastructure like his own.

Marketing & Growth

Harshita

Marketing expert and blockchain marketing lead at Serotonin, a leading brand in the blockchain industry where she spearheaded Ethereum ecosystem marketing and growth. At Upgrade Infra, Harshita handles client communication, professional audit reports, and case studies — so founders and investors always see the full picture.

Book a free infrastructure audit

Pick a time. We'll look at your stack and tell you exactly where you're wasting money and where latency comes from. No obligation. No sales pitch.

AI Audit Assistant